import pandas as pd
import numpy as np
pd.set_option('display.max_rows', 1000)
pd.set_option('display.max_columns', 1000)
pd.set_option('display.width', 5000)
bact=pd.read_excel("C:/Users/KANMANIVISHWAA/Downloads/ML_Dataset_Oct22.xlsx")
bact
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Help | 0.0 | 0.0 | 1.0 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | 0.0 | 0.0 | 3.0 | Vector | Bloodstream | 1.0 | 0.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 0.0 |
| 5 | Bacillus cereus | d | 0.30 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | 0.0 | 1.0 | 1.0 | NaN | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | NaN | 0.0 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 10 | Brucella suis | Brucellaceae | 2.00 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | NaN | 0.0 | 0.0 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | 0.0 | 0.0 | 3.0 | Inahalation | Respiratory | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | 1.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 1.0 | NaN | 1.0 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | 0.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | 0.0 | 1.0 | NaN | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | 1.0 | 1.0 | NaN | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 0.0 | NaN | 1.0 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 0.0 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 1.0 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | NaN | 1.0 | 1.0 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | 0.0 | 1.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | 1.0 | 1.0 | 1.0 | Sexual | Genital | 1.0 | 1.0 | Helps | 0.0 | NaN | 1.0 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 1.0 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Hinder | 1.0 | 1.0 | 0.0 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | 0.0 | 1.0 | 1.0 | Direct | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | NaN |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 1.0 | 0.0 |
| 53 | Mycoplasma pneumoniae | Mycoplasmataceae | 6.00 | 1.0 | 0.0 | 4.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 1.0 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 0.0 | 1.0 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 0.0 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | NaN | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | NaN | 1.0 | 0.0 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | 0.0 | 1.0 | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | NaN | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | 1.0 | NaN | NaN | NaN | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | 0.0 | 0.0 | 2.0 | Inahalation | Respiratory | 0.0 | 0.0 | NaN | 0.0 | 1.0 | 0.0 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | NaN | NaN | 0.0 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 0.0 | 1.0 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | 0.0 | 0.0 | 3.0 | NaN | NaN | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 |
bact = bact.drop(labels=0,axis=0)
bact
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Help | 0.0 | 0.0 | 1.0 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | 0.0 | 0.0 | 3.0 | Vector | Bloodstream | 1.0 | 0.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 0.0 |
| 5 | Bacillus cereus | d | 0.30 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | 0.0 | 1.0 | 1.0 | NaN | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | NaN | 0.0 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 10 | Brucella suis | Brucellaceae | 2.00 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | NaN | 0.0 | 0.0 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | 0.0 | 0.0 | 3.0 | Inahalation | Respiratory | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | 1.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 1.0 | NaN | 1.0 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | 0.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | 0.0 | 1.0 | NaN | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | 1.0 | 1.0 | NaN | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 0.0 | NaN | 1.0 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 0.0 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 1.0 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | NaN | 1.0 | 1.0 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | 0.0 | 1.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | 1.0 | 1.0 | 1.0 | Sexual | Genital | 1.0 | 1.0 | Helps | 0.0 | NaN | 1.0 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 1.0 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Hinder | 1.0 | 1.0 | 0.0 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | 0.0 | 1.0 | 1.0 | Direct | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | NaN |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 1.0 | 0.0 |
| 53 | Mycoplasma pneumoniae | Mycoplasmataceae | 6.00 | 1.0 | 0.0 | 4.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 1.0 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 0.0 | 1.0 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 0.0 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | NaN | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | NaN | 1.0 | 0.0 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | 0.0 | 1.0 | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | NaN | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | 1.0 | NaN | NaN | NaN | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | 0.0 | 0.0 | 2.0 | Inahalation | Respiratory | 0.0 | 0.0 | NaN | 0.0 | 1.0 | 0.0 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | NaN | NaN | 0.0 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 0.0 | 1.0 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | 0.0 | 0.0 | 3.0 | NaN | NaN | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 |
bact['Family'].value_counts()
Enterobacteriaceae 14 Brucellaceae 4 Mycobacteriaceae 4 Rickettsiaceae 4 Vibrionaceae 3 Spirochaetaceae 3 Chlamydiaceae 3 Bartonellaceae 3 Mycoplasmataceae 2 Streptococcaceae 2 Clostridiaceae 2 Burkholderiaceae 2 Francisellaceae 2 Pasteurellaceae 2 Neisseriaceae 2 Xanthomonadaceae 1 Leptotrichiaceae 1 Peptostreptococcaceae 1 Enterococcaceae 1 Nocardiaceae 1 Erysiopelotrichaceae 1 Pseudomonadaceae 1 Fusobacteriaceae 1 Anaplasmataceae 1 Aeromonadaceae 1 Staphylococcaceae 1 Anaplasmataceae 1 Listeriaceae 1 Legionellaceae 1 Helicobacteraceae 1 Coxiellaceae 1 Corynebacteriaceae 1 Campylobacteraceae 1 Alcaligenaceae 1 Bacteroidaceae 1 d 1 Bacillaceae 1 Arcobacteraceae 1 Moraxellaceae 1 Name: Family, dtype: int64
bact['No.bacterial pathogen'] = bact['Family'].map(bact['Family'].value_counts())
bact
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | No.bacterial pathogen | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Help | 0.0 | 0.0 | 1.0 | 1 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | 0.0 | 0.0 | 3.0 | Vector | Bloodstream | 1.0 | 0.0 | Hinders | 0.0 | 1.0 | 0.0 | 1 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 1 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 0.0 | 1 |
| 5 | Bacillus cereus | d | 0.30 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 | 1 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | 0.0 | 1.0 | 1.0 | NaN | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | NaN | 0.0 | 1 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 | 1 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 4 |
| 10 | Brucella suis | Brucellaceae | 2.00 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 | 1 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 2 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | NaN | 0.0 | 0.0 | 1 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | 0.0 | 0.0 | 3.0 | Inahalation | Respiratory | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 1 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 | 14 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 | 14 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 | 14 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 | 2 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | 1.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 1.0 | NaN | 1.0 | 1 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | 0.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 | 1 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | 0.0 | 1.0 | NaN | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 1.0 | 1 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | 1.0 | 1.0 | NaN | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 | 4 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 | 2 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 | 2 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | NaN | NaN | 0.0 | NaN | 1.0 | 14 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 | 4 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 0.0 | 4 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 4 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | NaN | 1.0 | 1.0 | 14 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | NaN | 1.0 | 1.0 | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 1.0 | 14 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | 1.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 | 14 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | 1.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 1.0 | 1.0 | 0.0 | 14 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | 0.0 | 1.0 | 2.0 | Ingestion | Gastrointestinal | 1.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 | 1 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 | 2 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | 1.0 | 1.0 | 1.0 | Inahalation | Respiratory | 0.0 | 1.0 | Noeffect | 1.0 | 1.0 | 0.0 | 2 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | 1.0 | 1.0 | 1.0 | Sexual | Genital | 1.0 | 1.0 | Helps | 0.0 | NaN | 1.0 | 3 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 | 3 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | 0.0 | 0.0 | 2.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 3 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 1.0 | 0.0 | Noeffect | 1.0 | 0.0 | 1.0 | 3 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 14 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Hinder | 1.0 | 1.0 | 0.0 | 14 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 14 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | 0.0 | 1.0 | 1.0 | Direct | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 3 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 | 3 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | 0.0 | 1.0 | 1.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 1.0 | 3 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | NaN | 3 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 1.0 | 0.0 | 3 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 1.0 | 2 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 1.0 | 0.0 | 2 |
| 53 | Mycoplasma pneumoniae | Mycoplasmataceae | 6.00 | 1.0 | 0.0 | 4.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 1.0 | 2 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | 0.0 | 0.0 | 1.0 | 2 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | 0.0 | 0.0 | 4.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 3 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 0.0 | 1.0 | Helps | 0.0 | 1.0 | 0.0 | 3 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | 0.0 | 1.0 | 1.0 | Ingestion | Gastrointestinal | 0.0 | 1.0 | Helps | 0.0 | 0.0 | 1.0 | 1 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | 0.0 | 0.0 | 2.0 | Vector | Bloodstream | 1.0 | 0.0 | Noeffect | NaN | 1.0 | 0.0 | 1 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | NaN | 1.0 | 0.0 | 4.0 | Sexual | Genital | 0.0 | 1.0 | Hinders | NaN | 1.0 | 0.0 | 14 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | 0.0 | 1.0 | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 2 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | 0.0 | 0.0 | 4.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 2 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | 0.0 | 0.0 | 4.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 1 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | NaN | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 1.0 | 0.0 | 4 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | 1.0 | NaN | NaN | NaN | Gastrointestinal | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 | 1 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | 1.0 | NaN | 2.0 | Inahalation | Respiratory | 1.0 | 1.0 | Helps | 0.0 | 0.0 | 0.0 | 2 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | 0.0 | 0.0 | 2.0 | Direct | Cutaneous | 0.0 | 0.0 | Noeffect | 0.0 | 0.0 | 0.0 | 4 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | 0.0 | 0.0 | 2.0 | Inahalation | Respiratory | 0.0 | 0.0 | NaN | 0.0 | 1.0 | 0.0 | 3 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 2 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | 0.0 | 0.0 | 3.0 | Ingestion | Gastrointestinal | 0.0 | 0.0 | Noeffect | 1.0 | 1.0 | 0.0 | 1 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | 0.0 | 1.0 | 1.0 | Direct | Cutaneous | 1.0 | 0.0 | Noeffect | NaN | NaN | 0.0 | 1 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | NaN | Noeffect | 0.0 | 0.0 | 1.0 | 1 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | 0.0 | 0.0 | 3.0 | NaN | NaN | 1.0 | 0.0 | Noeffect | 0.0 | 0.0 | 1.0 | 1 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | 0.0 | 0.0 | 3.0 | Direct | Cutaneous | 1.0 | 1.0 | Noeffect | 0.0 | 0.0 | 0.0 | 1 |
bact1 = pd.DataFrame(bact, columns=["Severity", "Family","No.bacterial pathogen"])
bact1
| Severity | Family | No.bacterial pathogen | |
|---|---|---|---|
| 1 | 0.0 | Aeromonadaceae | 1 |
| 2 | 0.0 | Anaplasmataceae | 1 |
| 3 | 0.0 | Arcobacteraceae | 1 |
| 4 | 1.0 | Bacillaceae | 1 |
| 5 | 0.0 | d | 1 |
| 6 | 1.0 | Bacteroidaceae | 1 |
| 7 | NaN | Alcaligenaceae | 1 |
| 8 | 0.0 | Brucellaceae | 4 |
| 9 | 0.0 | Brucellaceae | 4 |
| 10 | 0.0 | Brucellaceae | 4 |
| 11 | 0.0 | Campylobacteraceae | 1 |
| 12 | 0.0 | Clostridiaceae | 2 |
| 13 | 1.0 | Corynebacteriaceae | 1 |
| 14 | 0.0 | Coxiellaceae | 1 |
| 15 | 0.0 | Enterobacteriaceae | 14 |
| 16 | 0.0 | Enterobacteriaceae | 14 |
| 17 | 0.0 | Enterobacteriaceae | 14 |
| 18 | 0.0 | Enterobacteriaceae | 14 |
| 19 | 0.0 | Pasteurellaceae | 2 |
| 20 | 0.0 | Helicobacteraceae | 1 |
| 21 | 1.0 | Legionellaceae | 1 |
| 22 | 1.0 | Listeriaceae | 1 |
| 23 | 1.0 | Mycobacteriaceae | 4 |
| 24 | 0.0 | Neisseriaceae | 2 |
| 25 | 1.0 | Neisseriaceae | 2 |
| 26 | 1.0 | Rickettsiaceae | 4 |
| 27 | 0.0 | Enterobacteriaceae | 14 |
| 28 | 0.0 | Rickettsiaceae | 4 |
| 29 | 1.0 | Rickettsiaceae | 4 |
| 30 | 1.0 | Rickettsiaceae | 4 |
| 31 | 1.0 | Enterobacteriaceae | 14 |
| 32 | 0.0 | Enterobacteriaceae | 14 |
| 33 | 1.0 | Enterobacteriaceae | 14 |
| 34 | 1.0 | Enterobacteriaceae | 14 |
| 35 | 0.0 | Enterobacteriaceae | 14 |
| 36 | 1.0 | Staphylococcaceae | 1 |
| 37 | 1.0 | Streptococcaceae | 2 |
| 38 | 1.0 | Streptococcaceae | 2 |
| 39 | 1.0 | Spirochaetaceae | 3 |
| 40 | 0.0 | Vibrionaceae | 3 |
| 41 | 0.0 | Vibrionaceae | 3 |
| 42 | 1.0 | Vibrionaceae | 3 |
| 43 | 0.0 | Enterobacteriaceae | 14 |
| 44 | 1.0 | Enterobacteriaceae | 14 |
| 45 | 0.0 | Enterobacteriaceae | 14 |
| 46 | 1.0 | Spirochaetaceae | 3 |
| 47 | 0.0 | Bartonellaceae | 3 |
| 48 | 1.0 | Bartonellaceae | 3 |
| 49 | 0.0 | Bartonellaceae | 3 |
| 50 | 0.0 | Chlamydiaceae | 3 |
| 51 | 1.0 | Burkholderiaceae | 2 |
| 52 | 1.0 | Burkholderiaceae | 2 |
| 53 | 0.0 | Mycoplasmataceae | 2 |
| 54 | 0.0 | Mycoplasmataceae | 2 |
| 55 | 0.0 | Spirochaetaceae | 3 |
| 56 | NaN | Chlamydiaceae | 3 |
| 57 | 1.0 | Peptostreptococcaceae | 1 |
| 58 | 0.0 | Anaplasmataceae | 1 |
| 59 | 0.0 | Enterobacteriaceae | 14 |
| 60 | 1.0 | Mycobacteriaceae | 4 |
| 61 | 1.0 | Francisellaceae | 2 |
| 62 | 0.0 | Francisellaceae | 2 |
| 63 | 0.0 | Mycobacteriaceae | 4 |
| 64 | 0.0 | Nocardiaceae | 1 |
| 65 | 0.0 | Erysiopelotrichaceae | 1 |
| 66 | 0.0 | Mycobacteriaceae | 4 |
| 67 | NaN | Fusobacteriaceae | 1 |
| 68 | NaN | Pasteurellaceae | 2 |
| 69 | 0.0 | Brucellaceae | 4 |
| 70 | 0.0 | Chlamydiaceae | 3 |
| 71 | 1.0 | Clostridiaceae | 2 |
| 72 | 0.0 | Enterococcaceae | 1 |
| 73 | 1.0 | Leptotrichiaceae | 1 |
| 74 | 0.0 | Pseudomonadaceae | 1 |
| 75 | 0.0 | Xanthomonadaceae | 1 |
| 76 | 0.0 | Moraxellaceae | 1 |
bact1 = pd.DataFrame(bact, columns=["Severity", "Family","No.bacterial pathogen"])
bact1
| Severity | Family | No.bacterial pathogen | |
|---|---|---|---|
| 1 | 0.0 | Aeromonadaceae | 1 |
| 2 | 0.0 | Anaplasmataceae | 1 |
| 3 | 0.0 | Arcobacteraceae | 1 |
| 4 | 1.0 | Bacillaceae | 1 |
| 5 | 0.0 | d | 1 |
| 6 | 1.0 | Bacteroidaceae | 1 |
| 7 | NaN | Alcaligenaceae | 1 |
| 8 | 0.0 | Brucellaceae | 4 |
| 9 | 0.0 | Brucellaceae | 4 |
| 10 | 0.0 | Brucellaceae | 4 |
| 11 | 0.0 | Campylobacteraceae | 1 |
| 12 | 0.0 | Clostridiaceae | 2 |
| 13 | 1.0 | Corynebacteriaceae | 1 |
| 14 | 0.0 | Coxiellaceae | 1 |
| 15 | 0.0 | Enterobacteriaceae | 14 |
| 16 | 0.0 | Enterobacteriaceae | 14 |
| 17 | 0.0 | Enterobacteriaceae | 14 |
| 18 | 0.0 | Enterobacteriaceae | 14 |
| 19 | 0.0 | Pasteurellaceae | 2 |
| 20 | 0.0 | Helicobacteraceae | 1 |
| 21 | 1.0 | Legionellaceae | 1 |
| 22 | 1.0 | Listeriaceae | 1 |
| 23 | 1.0 | Mycobacteriaceae | 4 |
| 24 | 0.0 | Neisseriaceae | 2 |
| 25 | 1.0 | Neisseriaceae | 2 |
| 26 | 1.0 | Rickettsiaceae | 4 |
| 27 | 0.0 | Enterobacteriaceae | 14 |
| 28 | 0.0 | Rickettsiaceae | 4 |
| 29 | 1.0 | Rickettsiaceae | 4 |
| 30 | 1.0 | Rickettsiaceae | 4 |
| 31 | 1.0 | Enterobacteriaceae | 14 |
| 32 | 0.0 | Enterobacteriaceae | 14 |
| 33 | 1.0 | Enterobacteriaceae | 14 |
| 34 | 1.0 | Enterobacteriaceae | 14 |
| 35 | 0.0 | Enterobacteriaceae | 14 |
| 36 | 1.0 | Staphylococcaceae | 1 |
| 37 | 1.0 | Streptococcaceae | 2 |
| 38 | 1.0 | Streptococcaceae | 2 |
| 39 | 1.0 | Spirochaetaceae | 3 |
| 40 | 0.0 | Vibrionaceae | 3 |
| 41 | 0.0 | Vibrionaceae | 3 |
| 42 | 1.0 | Vibrionaceae | 3 |
| 43 | 0.0 | Enterobacteriaceae | 14 |
| 44 | 1.0 | Enterobacteriaceae | 14 |
| 45 | 0.0 | Enterobacteriaceae | 14 |
| 46 | 1.0 | Spirochaetaceae | 3 |
| 47 | 0.0 | Bartonellaceae | 3 |
| 48 | 1.0 | Bartonellaceae | 3 |
| 49 | 0.0 | Bartonellaceae | 3 |
| 50 | 0.0 | Chlamydiaceae | 3 |
| 51 | 1.0 | Burkholderiaceae | 2 |
| 52 | 1.0 | Burkholderiaceae | 2 |
| 53 | 0.0 | Mycoplasmataceae | 2 |
| 54 | 0.0 | Mycoplasmataceae | 2 |
| 55 | 0.0 | Spirochaetaceae | 3 |
| 56 | NaN | Chlamydiaceae | 3 |
| 57 | 1.0 | Peptostreptococcaceae | 1 |
| 58 | 0.0 | Anaplasmataceae | 1 |
| 59 | 0.0 | Enterobacteriaceae | 14 |
| 60 | 1.0 | Mycobacteriaceae | 4 |
| 61 | 1.0 | Francisellaceae | 2 |
| 62 | 0.0 | Francisellaceae | 2 |
| 63 | 0.0 | Mycobacteriaceae | 4 |
| 64 | 0.0 | Nocardiaceae | 1 |
| 65 | 0.0 | Erysiopelotrichaceae | 1 |
| 66 | 0.0 | Mycobacteriaceae | 4 |
| 67 | NaN | Fusobacteriaceae | 1 |
| 68 | NaN | Pasteurellaceae | 2 |
| 69 | 0.0 | Brucellaceae | 4 |
| 70 | 0.0 | Chlamydiaceae | 3 |
| 71 | 1.0 | Clostridiaceae | 2 |
| 72 | 0.0 | Enterococcaceae | 1 |
| 73 | 1.0 | Leptotrichiaceae | 1 |
| 74 | 0.0 | Pseudomonadaceae | 1 |
| 75 | 0.0 | Xanthomonadaceae | 1 |
| 76 | 0.0 | Moraxellaceae | 1 |
replace_dict= {0:'Nonsevere',1:'Severe'}
print(replace_dict)
{0: 'Nonsevere', 1: 'Severe'}
bact1['Severity']=bact['Severity'].map(replace_dict)
bact1
| Severity | Family | No.bacterial pathogen | |
|---|---|---|---|
| 1 | Nonsevere | Aeromonadaceae | 1 |
| 2 | Nonsevere | Anaplasmataceae | 1 |
| 3 | Nonsevere | Arcobacteraceae | 1 |
| 4 | Severe | Bacillaceae | 1 |
| 5 | Nonsevere | d | 1 |
| 6 | Severe | Bacteroidaceae | 1 |
| 7 | NaN | Alcaligenaceae | 1 |
| 8 | Nonsevere | Brucellaceae | 4 |
| 9 | Nonsevere | Brucellaceae | 4 |
| 10 | Nonsevere | Brucellaceae | 4 |
| 11 | Nonsevere | Campylobacteraceae | 1 |
| 12 | Nonsevere | Clostridiaceae | 2 |
| 13 | Severe | Corynebacteriaceae | 1 |
| 14 | Nonsevere | Coxiellaceae | 1 |
| 15 | Nonsevere | Enterobacteriaceae | 14 |
| 16 | Nonsevere | Enterobacteriaceae | 14 |
| 17 | Nonsevere | Enterobacteriaceae | 14 |
| 18 | Nonsevere | Enterobacteriaceae | 14 |
| 19 | Nonsevere | Pasteurellaceae | 2 |
| 20 | Nonsevere | Helicobacteraceae | 1 |
| 21 | Severe | Legionellaceae | 1 |
| 22 | Severe | Listeriaceae | 1 |
| 23 | Severe | Mycobacteriaceae | 4 |
| 24 | Nonsevere | Neisseriaceae | 2 |
| 25 | Severe | Neisseriaceae | 2 |
| 26 | Severe | Rickettsiaceae | 4 |
| 27 | Nonsevere | Enterobacteriaceae | 14 |
| 28 | Nonsevere | Rickettsiaceae | 4 |
| 29 | Severe | Rickettsiaceae | 4 |
| 30 | Severe | Rickettsiaceae | 4 |
| 31 | Severe | Enterobacteriaceae | 14 |
| 32 | Nonsevere | Enterobacteriaceae | 14 |
| 33 | Severe | Enterobacteriaceae | 14 |
| 34 | Severe | Enterobacteriaceae | 14 |
| 35 | Nonsevere | Enterobacteriaceae | 14 |
| 36 | Severe | Staphylococcaceae | 1 |
| 37 | Severe | Streptococcaceae | 2 |
| 38 | Severe | Streptococcaceae | 2 |
| 39 | Severe | Spirochaetaceae | 3 |
| 40 | Nonsevere | Vibrionaceae | 3 |
| 41 | Nonsevere | Vibrionaceae | 3 |
| 42 | Severe | Vibrionaceae | 3 |
| 43 | Nonsevere | Enterobacteriaceae | 14 |
| 44 | Severe | Enterobacteriaceae | 14 |
| 45 | Nonsevere | Enterobacteriaceae | 14 |
| 46 | Severe | Spirochaetaceae | 3 |
| 47 | Nonsevere | Bartonellaceae | 3 |
| 48 | Severe | Bartonellaceae | 3 |
| 49 | Nonsevere | Bartonellaceae | 3 |
| 50 | Nonsevere | Chlamydiaceae | 3 |
| 51 | Severe | Burkholderiaceae | 2 |
| 52 | Severe | Burkholderiaceae | 2 |
| 53 | Nonsevere | Mycoplasmataceae | 2 |
| 54 | Nonsevere | Mycoplasmataceae | 2 |
| 55 | Nonsevere | Spirochaetaceae | 3 |
| 56 | NaN | Chlamydiaceae | 3 |
| 57 | Severe | Peptostreptococcaceae | 1 |
| 58 | Nonsevere | Anaplasmataceae | 1 |
| 59 | Nonsevere | Enterobacteriaceae | 14 |
| 60 | Severe | Mycobacteriaceae | 4 |
| 61 | Severe | Francisellaceae | 2 |
| 62 | Nonsevere | Francisellaceae | 2 |
| 63 | Nonsevere | Mycobacteriaceae | 4 |
| 64 | Nonsevere | Nocardiaceae | 1 |
| 65 | Nonsevere | Erysiopelotrichaceae | 1 |
| 66 | Nonsevere | Mycobacteriaceae | 4 |
| 67 | NaN | Fusobacteriaceae | 1 |
| 68 | NaN | Pasteurellaceae | 2 |
| 69 | Nonsevere | Brucellaceae | 4 |
| 70 | Nonsevere | Chlamydiaceae | 3 |
| 71 | Severe | Clostridiaceae | 2 |
| 72 | Nonsevere | Enterococcaceae | 1 |
| 73 | Severe | Leptotrichiaceae | 1 |
| 74 | Nonsevere | Pseudomonadaceae | 1 |
| 75 | Nonsevere | Xanthomonadaceae | 1 |
| 76 | Nonsevere | Moraxellaceae | 1 |
bact2=pd.crosstab(bact1.Family,bact1.Severity)
bact2
| Severity | Nonsevere | Severe |
|---|---|---|
| Family | ||
| Aeromonadaceae | 1 | 0 |
| Anaplasmataceae | 1 | 0 |
| Anaplasmataceae | 1 | 0 |
| Arcobacteraceae | 1 | 0 |
| Bacillaceae | 0 | 1 |
| Bacteroidaceae | 0 | 1 |
| Bartonellaceae | 2 | 1 |
| Brucellaceae | 4 | 0 |
| Burkholderiaceae | 0 | 2 |
| Campylobacteraceae | 1 | 0 |
| Chlamydiaceae | 2 | 0 |
| Clostridiaceae | 1 | 1 |
| Corynebacteriaceae | 0 | 1 |
| Coxiellaceae | 1 | 0 |
| Enterobacteriaceae | 10 | 4 |
| Enterococcaceae | 1 | 0 |
| Erysiopelotrichaceae | 1 | 0 |
| Francisellaceae | 1 | 1 |
| Helicobacteraceae | 1 | 0 |
| Legionellaceae | 0 | 1 |
| Leptotrichiaceae | 0 | 1 |
| Listeriaceae | 0 | 1 |
| Moraxellaceae | 1 | 0 |
| Mycobacteriaceae | 2 | 2 |
| Mycoplasmataceae | 2 | 0 |
| Neisseriaceae | 1 | 1 |
| Nocardiaceae | 1 | 0 |
| Pasteurellaceae | 1 | 0 |
| Peptostreptococcaceae | 0 | 1 |
| Pseudomonadaceae | 1 | 0 |
| Rickettsiaceae | 1 | 3 |
| Spirochaetaceae | 1 | 2 |
| Staphylococcaceae | 0 | 1 |
| Streptococcaceae | 0 | 2 |
| Vibrionaceae | 2 | 1 |
| Xanthomonadaceae | 1 | 0 |
| d | 1 | 0 |
sum(bact2.Nonsevere)
44
sum(bact2.Severe)
28
import matplotlib.pyplot as plt
bact2.plot(kind='bar', stacked=True,figsize=(19.5,6.5))
plt.title("Measure of Virluence 1")
plt.xlabel("Family")
plt.ylabel("No.Bacterial Species")
Text(0, 0.5, 'No.Bacterial Species')
bact3 = pd.DataFrame(bact, columns=["Severity_Scale", "Family","No.bacterial pathogen"])
bact3
| Severity_Scale | Family | No.bacterial pathogen | |
|---|---|---|---|
| 1 | 2.0 | Aeromonadaceae | 1 |
| 2 | 3.0 | Anaplasmataceae | 1 |
| 3 | 4.0 | Arcobacteraceae | 1 |
| 4 | 1.0 | Bacillaceae | 1 |
| 5 | 4.0 | d | 1 |
| 6 | 1.0 | Bacteroidaceae | 1 |
| 7 | 2.0 | Alcaligenaceae | 1 |
| 8 | 4.0 | Brucellaceae | 4 |
| 9 | 2.0 | Brucellaceae | 4 |
| 10 | 3.0 | Brucellaceae | 4 |
| 11 | 4.0 | Campylobacteraceae | 1 |
| 12 | 4.0 | Clostridiaceae | 2 |
| 13 | 1.0 | Corynebacteriaceae | 1 |
| 14 | 3.0 | Coxiellaceae | 1 |
| 15 | 2.0 | Enterobacteriaceae | 14 |
| 16 | 4.0 | Enterobacteriaceae | 14 |
| 17 | 3.0 | Enterobacteriaceae | 14 |
| 18 | 3.0 | Enterobacteriaceae | 14 |
| 19 | 4.0 | Pasteurellaceae | 2 |
| 20 | 2.0 | Helicobacteraceae | 1 |
| 21 | 1.0 | Legionellaceae | 1 |
| 22 | NaN | Listeriaceae | 1 |
| 23 | NaN | Mycobacteriaceae | 4 |
| 24 | 4.0 | Neisseriaceae | 2 |
| 25 | 1.0 | Neisseriaceae | 2 |
| 26 | 1.0 | Rickettsiaceae | 4 |
| 27 | 3.0 | Enterobacteriaceae | 14 |
| 28 | 2.0 | Rickettsiaceae | 4 |
| 29 | 1.0 | Rickettsiaceae | 4 |
| 30 | 1.0 | Rickettsiaceae | 4 |
| 31 | 1.0 | Enterobacteriaceae | 14 |
| 32 | 4.0 | Enterobacteriaceae | 14 |
| 33 | 1.0 | Enterobacteriaceae | 14 |
| 34 | 1.0 | Enterobacteriaceae | 14 |
| 35 | 4.0 | Enterobacteriaceae | 14 |
| 36 | 2.0 | Staphylococcaceae | 1 |
| 37 | 1.0 | Streptococcaceae | 2 |
| 38 | 1.0 | Streptococcaceae | 2 |
| 39 | 1.0 | Spirochaetaceae | 3 |
| 40 | 3.0 | Vibrionaceae | 3 |
| 41 | 2.0 | Vibrionaceae | 3 |
| 42 | 1.0 | Vibrionaceae | 3 |
| 43 | 3.0 | Enterobacteriaceae | 14 |
| 44 | 1.0 | Enterobacteriaceae | 14 |
| 45 | 3.0 | Enterobacteriaceae | 14 |
| 46 | 1.0 | Spirochaetaceae | 3 |
| 47 | 3.0 | Bartonellaceae | 3 |
| 48 | 1.0 | Bartonellaceae | 3 |
| 49 | 4.0 | Bartonellaceae | 3 |
| 50 | 4.0 | Chlamydiaceae | 3 |
| 51 | 1.0 | Burkholderiaceae | 2 |
| 52 | 1.0 | Burkholderiaceae | 2 |
| 53 | 4.0 | Mycoplasmataceae | 2 |
| 54 | 4.0 | Mycoplasmataceae | 2 |
| 55 | 4.0 | Spirochaetaceae | 3 |
| 56 | 2.0 | Chlamydiaceae | 3 |
| 57 | 1.0 | Peptostreptococcaceae | 1 |
| 58 | 2.0 | Anaplasmataceae | 1 |
| 59 | 4.0 | Enterobacteriaceae | 14 |
| 60 | 2.0 | Mycobacteriaceae | 4 |
| 61 | 1.0 | Francisellaceae | 2 |
| 62 | 4.0 | Francisellaceae | 2 |
| 63 | 4.0 | Mycobacteriaceae | 4 |
| 64 | 3.0 | Nocardiaceae | 1 |
| 65 | 2.0 | Erysiopelotrichaceae | 1 |
| 66 | 3.0 | Mycobacteriaceae | 4 |
| 67 | NaN | Fusobacteriaceae | 1 |
| 68 | 2.0 | Pasteurellaceae | 2 |
| 69 | 2.0 | Brucellaceae | 4 |
| 70 | 2.0 | Chlamydiaceae | 3 |
| 71 | 1.0 | Clostridiaceae | 2 |
| 72 | 3.0 | Enterococcaceae | 1 |
| 73 | 1.0 | Leptotrichiaceae | 1 |
| 74 | 3.0 | Pseudomonadaceae | 1 |
| 75 | 3.0 | Xanthomonadaceae | 1 |
| 76 | 3.0 | Moraxellaceae | 1 |
replace_dict1= {1:'Mostsevere',2:'MoreSevere',3:'Severe',4:'LeastSevere'}
print(replace_dict1)
{1: 'Mostsevere', 2: 'MoreSevere', 3: 'Severe', 4: 'LeastSevere'}
bact3['Severity_Scale']=bact['Severity_Scale'].map(replace_dict1)
bact3
| Severity_Scale | Family | No.bacterial pathogen | |
|---|---|---|---|
| 1 | MoreSevere | Aeromonadaceae | 1 |
| 2 | Severe | Anaplasmataceae | 1 |
| 3 | LeastSevere | Arcobacteraceae | 1 |
| 4 | Mostsevere | Bacillaceae | 1 |
| 5 | LeastSevere | d | 1 |
| 6 | Mostsevere | Bacteroidaceae | 1 |
| 7 | MoreSevere | Alcaligenaceae | 1 |
| 8 | LeastSevere | Brucellaceae | 4 |
| 9 | MoreSevere | Brucellaceae | 4 |
| 10 | Severe | Brucellaceae | 4 |
| 11 | LeastSevere | Campylobacteraceae | 1 |
| 12 | LeastSevere | Clostridiaceae | 2 |
| 13 | Mostsevere | Corynebacteriaceae | 1 |
| 14 | Severe | Coxiellaceae | 1 |
| 15 | MoreSevere | Enterobacteriaceae | 14 |
| 16 | LeastSevere | Enterobacteriaceae | 14 |
| 17 | Severe | Enterobacteriaceae | 14 |
| 18 | Severe | Enterobacteriaceae | 14 |
| 19 | LeastSevere | Pasteurellaceae | 2 |
| 20 | MoreSevere | Helicobacteraceae | 1 |
| 21 | Mostsevere | Legionellaceae | 1 |
| 22 | NaN | Listeriaceae | 1 |
| 23 | NaN | Mycobacteriaceae | 4 |
| 24 | LeastSevere | Neisseriaceae | 2 |
| 25 | Mostsevere | Neisseriaceae | 2 |
| 26 | Mostsevere | Rickettsiaceae | 4 |
| 27 | Severe | Enterobacteriaceae | 14 |
| 28 | MoreSevere | Rickettsiaceae | 4 |
| 29 | Mostsevere | Rickettsiaceae | 4 |
| 30 | Mostsevere | Rickettsiaceae | 4 |
| 31 | Mostsevere | Enterobacteriaceae | 14 |
| 32 | LeastSevere | Enterobacteriaceae | 14 |
| 33 | Mostsevere | Enterobacteriaceae | 14 |
| 34 | Mostsevere | Enterobacteriaceae | 14 |
| 35 | LeastSevere | Enterobacteriaceae | 14 |
| 36 | MoreSevere | Staphylococcaceae | 1 |
| 37 | Mostsevere | Streptococcaceae | 2 |
| 38 | Mostsevere | Streptococcaceae | 2 |
| 39 | Mostsevere | Spirochaetaceae | 3 |
| 40 | Severe | Vibrionaceae | 3 |
| 41 | MoreSevere | Vibrionaceae | 3 |
| 42 | Mostsevere | Vibrionaceae | 3 |
| 43 | Severe | Enterobacteriaceae | 14 |
| 44 | Mostsevere | Enterobacteriaceae | 14 |
| 45 | Severe | Enterobacteriaceae | 14 |
| 46 | Mostsevere | Spirochaetaceae | 3 |
| 47 | Severe | Bartonellaceae | 3 |
| 48 | Mostsevere | Bartonellaceae | 3 |
| 49 | LeastSevere | Bartonellaceae | 3 |
| 50 | LeastSevere | Chlamydiaceae | 3 |
| 51 | Mostsevere | Burkholderiaceae | 2 |
| 52 | Mostsevere | Burkholderiaceae | 2 |
| 53 | LeastSevere | Mycoplasmataceae | 2 |
| 54 | LeastSevere | Mycoplasmataceae | 2 |
| 55 | LeastSevere | Spirochaetaceae | 3 |
| 56 | MoreSevere | Chlamydiaceae | 3 |
| 57 | Mostsevere | Peptostreptococcaceae | 1 |
| 58 | MoreSevere | Anaplasmataceae | 1 |
| 59 | LeastSevere | Enterobacteriaceae | 14 |
| 60 | MoreSevere | Mycobacteriaceae | 4 |
| 61 | Mostsevere | Francisellaceae | 2 |
| 62 | LeastSevere | Francisellaceae | 2 |
| 63 | LeastSevere | Mycobacteriaceae | 4 |
| 64 | Severe | Nocardiaceae | 1 |
| 65 | MoreSevere | Erysiopelotrichaceae | 1 |
| 66 | Severe | Mycobacteriaceae | 4 |
| 67 | NaN | Fusobacteriaceae | 1 |
| 68 | MoreSevere | Pasteurellaceae | 2 |
| 69 | MoreSevere | Brucellaceae | 4 |
| 70 | MoreSevere | Chlamydiaceae | 3 |
| 71 | Mostsevere | Clostridiaceae | 2 |
| 72 | Severe | Enterococcaceae | 1 |
| 73 | Mostsevere | Leptotrichiaceae | 1 |
| 74 | Severe | Pseudomonadaceae | 1 |
| 75 | Severe | Xanthomonadaceae | 1 |
| 76 | Severe | Moraxellaceae | 1 |
bact4=pd.crosstab(bact3.Family,bact3.Severity_Scale)
bact4
| Severity_Scale | LeastSevere | MoreSevere | Mostsevere | Severe |
|---|---|---|---|---|
| Family | ||||
| Aeromonadaceae | 0 | 1 | 0 | 0 |
| Alcaligenaceae | 0 | 1 | 0 | 0 |
| Anaplasmataceae | 0 | 1 | 0 | 0 |
| Anaplasmataceae | 0 | 0 | 0 | 1 |
| Arcobacteraceae | 1 | 0 | 0 | 0 |
| Bacillaceae | 0 | 0 | 1 | 0 |
| Bacteroidaceae | 0 | 0 | 1 | 0 |
| Bartonellaceae | 1 | 0 | 1 | 1 |
| Brucellaceae | 1 | 2 | 0 | 1 |
| Burkholderiaceae | 0 | 0 | 2 | 0 |
| Campylobacteraceae | 1 | 0 | 0 | 0 |
| Chlamydiaceae | 1 | 2 | 0 | 0 |
| Clostridiaceae | 1 | 0 | 1 | 0 |
| Corynebacteriaceae | 0 | 0 | 1 | 0 |
| Coxiellaceae | 0 | 0 | 0 | 1 |
| Enterobacteriaceae | 4 | 1 | 4 | 5 |
| Enterococcaceae | 0 | 0 | 0 | 1 |
| Erysiopelotrichaceae | 0 | 1 | 0 | 0 |
| Francisellaceae | 1 | 0 | 1 | 0 |
| Helicobacteraceae | 0 | 1 | 0 | 0 |
| Legionellaceae | 0 | 0 | 1 | 0 |
| Leptotrichiaceae | 0 | 0 | 1 | 0 |
| Moraxellaceae | 0 | 0 | 0 | 1 |
| Mycobacteriaceae | 1 | 1 | 0 | 1 |
| Mycoplasmataceae | 2 | 0 | 0 | 0 |
| Neisseriaceae | 1 | 0 | 1 | 0 |
| Nocardiaceae | 0 | 0 | 0 | 1 |
| Pasteurellaceae | 1 | 1 | 0 | 0 |
| Peptostreptococcaceae | 0 | 0 | 1 | 0 |
| Pseudomonadaceae | 0 | 0 | 0 | 1 |
| Rickettsiaceae | 0 | 1 | 3 | 0 |
| Spirochaetaceae | 1 | 0 | 2 | 0 |
| Staphylococcaceae | 0 | 1 | 0 | 0 |
| Streptococcaceae | 0 | 0 | 2 | 0 |
| Vibrionaceae | 0 | 1 | 1 | 1 |
| Xanthomonadaceae | 0 | 0 | 0 | 1 |
| d | 1 | 0 | 0 | 0 |
sum(bact4.LeastSevere)
18
sum(bact4.Severe)
16
sum(bact4.MoreSevere)
15
sum(bact4.Mostsevere)
24
bact4.plot(kind='bar', stacked=True,figsize=(19.5,6.5))
plt.title("Measure of Virluence 2")
plt.xlabel("Family ")
plt.ylabel("No.Bacterial Species")
Text(0, 0.5, 'No.Bacterial Species')
replace_dict2= {0:'NonEndemic',1:'Endemic'}
print(replace_dict2)
replace_dict3= {0:'Nonsystemic',1:'Systemic'}
print(replace_dict3)
replace_dict4= {0:'Nontransmissable',1:'Transmissable'}
print(replace_dict4)
replace_dict5= {0:'Motile',1:'Nonmotile'}
print(replace_dict5)
{0: 'NonEndemic', 1: 'Endemic'}
{0: 'Nonsystemic', 1: 'Systemic'}
{0: 'Nontransmissable', 1: 'Transmissable'}
{0: 'Motile', 1: 'Nonmotile'}
bact['Severity']=bact['Severity'].map(replace_dict)
bact['Severity_Scale']=bact['Severity_Scale'].map(replace_dict1)
bact['Endemic']=bact['Endemic'].map(replace_dict2)
bact['Sytemic']=bact['Sytemic'].map(replace_dict3)
bact['Transmissibility']=bact['Transmissibility'].map(replace_dict4)
bact['Motility']=bact['Motility'].map(replace_dict5)
bact
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | No.bacterial pathogen | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.0 | 0.0 | Nonmotile | 1 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.0 | 1.0 | Motile | 1 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 1 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.0 | 0.0 | Motile | 1 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Nonmotile | 1 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | NaN | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.0 | NaN | Motile | 1 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | Endemic | NaN | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Motile | 1 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 4 |
| 10 | Brucella suis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Nonmotile | 1 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 2 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | NaN | 0.0 | Motile | 1 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | NonEndemic | Nonsevere | Severe | Inahalation | Respiratory | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 1 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Helps | 1.0 | 1.0 | Nonmotile | 14 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Nonmotile | 14 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.0 | 0.0 | Nonmotile | 14 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.0 | 0.0 | Nonmotile | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Nonmotile | 2 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | Endemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | NaN | NaN | 1.0 | NaN | Nonmotile | 1 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | NonEndemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Nonmotile | 1 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | NonEndemic | Severe | NaN | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Nonmotile | 1 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | Endemic | Severe | NaN | Inahalation | Respiratory | Systemic | Transmissable | Helps | 1.0 | 1.0 | Motile | 4 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.0 | 1.0 | Motile | 2 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.0 | 0.0 | Motile | 2 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | NaN | NaN | 0.0 | NaN | Nonmotile | 14 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | NaN | 1.0 | Motile | 4 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | NaN | 1.0 | Motile | 4 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 4 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | NaN | 1.0 | Nonmotile | 14 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | NaN | 1.0 | Nonmotile | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Nonmotile | 14 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Motile | 14 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.0 | 1.0 | Motile | 14 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.0 | 1.0 | Motile | 1 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.0 | 0.0 | Motile | 2 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Noeffect | 1.0 | 1.0 | Motile | 2 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | Endemic | Severe | Mostsevere | Sexual | Genital | Systemic | Transmissable | Helps | 0.0 | NaN | Nonmotile | 3 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.0 | 0.0 | Nonmotile | 3 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 3 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.0 | 0.0 | Nonmotile | 3 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 14 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Hinder | 1.0 | 1.0 | Motile | 14 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 14 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | NonEndemic | Severe | Mostsevere | Direct | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 3 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Nonmotile | 3 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.0 | 1.0 | Nonmotile | 3 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.0 | 0.0 | NaN | 3 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.0 | 1.0 | Motile | 3 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Nonmotile | 2 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | NaN | Noeffect | 0.0 | 1.0 | Motile | 2 |
| 53 | Mycoplasma pneumoniae | Mycoplasmataceae | 6.00 | Endemic | Nonsevere | LeastSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.0 | 1.0 | Nonmotile | 2 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.0 | 0.0 | Nonmotile | 2 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 3 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | Endemic | NaN | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.0 | 1.0 | Motile | 3 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.0 | 0.0 | Nonmotile | 1 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | NaN | 1.0 | Motile | 1 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | NaN | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | NaN | 1.0 | Motile | 14 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | NonEndemic | Severe | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 2 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 2 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 1 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | NaN | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 1.0 | Motile | 4 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | Endemic | NaN | NaN | NaN | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Motile | 1 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | Endemic | NaN | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 0.0 | 0.0 | Motile | 2 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Motile | 4 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | NaN | 0.0 | 1.0 | Motile | 3 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 2 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.0 | 1.0 | Motile | 1 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | NaN | NaN | Motile | 1 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | NaN | Noeffect | 0.0 | 0.0 | Nonmotile | 1 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | NaN | NaN | Systemic | Nontransmissable | Noeffect | 0.0 | 0.0 | Nonmotile | 1 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.0 | 0.0 | Motile | 1 |
print(bact.isnull().sum())
Pathogen 0 Family 0 GT 2 Endemic 0 Severity 4 Severity_Scale 3 Route 3 Tissue 1 Sytemic 0 Transmissibility 4 Aid 3 Immune_killing 8 Immune_survival 5 Motility 1 No.bacterial pathogen 0 dtype: int64
bact_1 = bact.interpolate()
bact_new = bact_1.apply(lambda x: x.fillna(x.value_counts().index[0]))
bact_new
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | No.bacterial pathogen | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.000000 | 0.0 | Nonmotile | 1 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 1 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 4 |
| 10 | Brucella suis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.500000 | 0.0 | Motile | 1 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | NonEndemic | Nonsevere | Severe | Inahalation | Respiratory | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | Endemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | NonEndemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 4 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 2 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 2 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 14 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.333333 | 1.0 | Motile | 4 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.666667 | 1.0 | Motile | 4 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 4 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | Endemic | Severe | Mostsevere | Sexual | Genital | Systemic | Transmissable | Helps | 0.000000 | 0.5 | Nonmotile | 3 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Nonmotile | 3 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Hinder | 1.000000 | 1.0 | Motile | 14 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | NonEndemic | Severe | Mostsevere | Direct | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 3 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 2 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 53 | Mycoplasma pneumoniae | Mycoplasmataceae | 6.00 | Endemic | Nonsevere | LeastSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 1.0 | Nonmotile | 2 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 1.0 | Motile | 3 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | 129.50 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 14 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | NonEndemic | Severe | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | 13.50 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | Endemic | Nonsevere | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 4 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 2 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.500000 | 0.5 | Motile | 1 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
print(bact_new.isnull().sum())
Pathogen 0 Family 0 GT 0 Endemic 0 Severity 0 Severity_Scale 0 Route 0 Tissue 0 Sytemic 0 Transmissibility 0 Aid 0 Immune_killing 0 Immune_survival 0 Motility 0 No.bacterial pathogen 0 dtype: int64
from sklearn.utils import resample
bact_new_upsampled= resample(bact_new,
replace=True,
n_samples=250,
random_state=21)
bact_new_upsampled
| Pathogen | Family | GT | Endemic | Severity | Severity_Scale | Route | Tissue | Sytemic | Transmissibility | Aid | Immune_killing | Immune_survival | Motility | No.bacterial pathogen | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 3 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 73 | Streptobacillus moniliformis | Leptotrichiaceae | 36.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.500000 | 0.5 | Motile | 1 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 3 |
| 60 | Mycobacterium leprae | Mycobacteriaceae | 240.00 | NonEndemic | Severe | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | NonEndemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Nonmotile | 3 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 2 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 2 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 3 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.500000 | 0.0 | Motile | 1 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 1 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.666667 | 1.0 | Motile | 4 |
| 10 | Brucella suis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.000000 | 0.0 | Nonmotile | 1 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | Endemic | Nonsevere | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 9 | Brucella melitensis | Brucellaceae | 2.00 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 4 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | 129.50 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 14 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 2 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 2 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | 13.50 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Hinder | 1.000000 | 1.0 | Motile | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 51 | Burkholderia pseudomallei | Burkholderiaceae | 1.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 2 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 52 | Burkholderia mallei | Burkholderiaceae | 0.75 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.333333 | 1.0 | Motile | 4 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | Endemic | Nonsevere | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 56 | Chlamydia pneumoniae | Chlamydiaceae | 24.00 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 1.0 | Motile | 3 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 4 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | Endemic | Severe | Mostsevere | Sexual | Genital | Systemic | Transmissable | Helps | 0.000000 | 0.5 | Nonmotile | 3 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 2 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Nonmotile | 3 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 69 | Pasteurella multocida | Brucellaceae | 48.00 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 4 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.666667 | 1.0 | Motile | 4 |
| 17 | E coli EPEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 42 | Vibrio vulnificus | Vibrionaceae | 0.16 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Nonmotile | 3 |
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.000000 | 0.0 | Nonmotile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 37 | Streptococcus pneumoniae | Streptococcaceae | 0.50 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 62 | Francisella tularensis holarctica (Type B) | Francisellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.000000 | 0.0 | Nonmotile | 1 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 2 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Hinder | 1.000000 | 1.0 | Motile | 14 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.500000 | 0.0 | Motile | 1 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 49 | Bartonella quintana | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 3 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 15 | E coli EHEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 14 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 13 | Corynebacterium diphtheriae | Corynebacteriaceae | 2.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 0.500000 | 0.0 | Motile | 1 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 4 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | Endemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 1 | Aeromonas hydrophila | Aeromonadaceae | 0.35 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Help | 0.000000 | 0.0 | Nonmotile | 1 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 44 | Yersinia pestis | Enterobacteriaceae | 1.25 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Hinder | 1.000000 | 1.0 | Motile | 14 |
| 66 | Mycobacterium marinum | Mycobacteriaceae | 24.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 14 | Coxiella burnetii | Coxiellaceae | 8.00 | NonEndemic | Nonsevere | Severe | Inahalation | Respiratory | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 43 | Yersinia enterocolitica | Enterobacteriaceae | 0.55 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 2 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.666667 | 1.0 | Motile | 4 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 8 | Brucella abortus | Brucellaceae | 2.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 46 | Leptospira interrogans | Spirochaetaceae | 9.00 | NonEndemic | Severe | Mostsevere | Direct | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 32 | Salmonella enterica s. Typhimurium | Enterobacteriaceae | 0.40 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 4 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | 13.50 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 75 | Stenotrophomonas maltophilia | Xanthomonadaceae | 0.60 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 12 | Clostridium perfringens | Clostridiaceae | 0.20 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 40 | Vibrio cholerae | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 3 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 68 | Haemophilus influenzae Type B | Pasteurellaceae | 0.50 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 0.000000 | 0.0 | Motile | 2 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 63 | Mycobacterium bovis | Mycobacteriaceae | 23.00 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 26 | Orientia tsutsugamushi | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 4 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 14 |
| 67 | Fusobacterium nucleatum | Fusobacteriaceae | 0.72 | Endemic | Nonsevere | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | Endemic | Severe | Mostsevere | Sexual | Genital | Systemic | Transmissable | Helps | 0.000000 | 0.5 | Nonmotile | 3 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 76 | Acinetobacter baumannii | Moraxellaceae | 0.66 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 1 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 21 | Legionella pneumophila | Legionellaceae | 3.30 | NonEndemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 41 | Vibrio parahaemolyticus | Vibrionaceae | 0.20 | NonEndemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 65 | Erysipelothrix rhusiopathiae | Erysiopelotrichaceae | 13.50 | NonEndemic | Nonsevere | MoreSevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 38 | Streptococcus pyogenes (group A) | Streptococcaceae | 0.40 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 2 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 4 | Bacillus anthracis | Bacillaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 1.000000 | 0.0 | Motile | 1 |
| 29 | Rickettsia prowazekii (TG) | Rickettsiaceae | 10.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.666667 | 1.0 | Motile | 4 |
| 74 | Pseudomonas aeruginosa | Pseudomonadaceae | 7.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 48 | Bartonella bacilliformis | Bartonellaceae | 24.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Transmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 18 | E coli ETEC | Enterobacteriaceae | 0.33 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 14 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 71 | Clostridium tetani | Clostridiaceae | 0.50 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 2 |
| 2 | Anaplasma phagocytophilum | Anaplasmataceae | 7.00 | NonEndemic | Nonsevere | Severe | Vector | Bloodstream | Systemic | Nontransmissable | Hinders | 0.000000 | 1.0 | Motile | 1 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 31 | Salmonella enterica s. typhi | Enterobacteriaceae | 0.40 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 14 |
| 39 | Treponema pallidum | Spirochaetaceae | 33.00 | Endemic | Severe | Mostsevere | Sexual | Genital | Systemic | Transmissable | Helps | 0.000000 | 0.5 | Nonmotile | 3 |
| 47 | Bartonella henselae | Bartonellaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 3 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 23 | Mycobacterium tuberculosis | Mycobacteriaceae | 19.00 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 4 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 72 | Enterococcus faecalis | Enterococcaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
| 19 | Haemophilus ducreyi | Pasteurellaceae | 1.80 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 2 |
| 61 | Francisella tularensis tularensis (Type A) | Francisellaceae | 3.00 | NonEndemic | Severe | Mostsevere | Direct | Cutaneous | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 2 |
| 58 | Ehrlichia chaffeensis | Anaplasmataceae | 19.00 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 30 | Rickettsia rickettsii (SFG) | Rickettsiaceae | 9.00 | NonEndemic | Severe | Mostsevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 4 |
| 27 | Plesiomonas shigelloides | Enterobacteriaceae | 0.43 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Nonmotile | 14 |
| 22 | Listeria monocytogenes | Listeriaceae | 1.00 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 59 | Klebsiella granulomatis | Enterobacteriaceae | 129.50 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 14 |
| 24 | Neisseria gonorrhoeae | Neisseriaceae | 0.58 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 2 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 35 | Shigella sonnei | Enterobacteriaceae | 0.50 | Endemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 20 | Helicobacter pylori | Helicobacteraceae | 2.40 | Endemic | Nonsevere | MoreSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 70 | Chlamydia psittaci | Chlamydiaceae | 24.00 | NonEndemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 3 |
| 6 | Bacteroides fragilis | Bacteroidaceae | 0.67 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Systemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 34 | Shigella flexneri | Enterobacteriaceae | 0.68 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 14 |
| 33 | Shigella dysenteriae | Enterobacteriaceae | 0.67 | Endemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 16 | E coli EIEC | Enterobacteriaceae | 0.40 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Nonmotile | 14 |
| 50 | Chlamydia trachomati, Serovar B->D | Chlamydiaceae | 24.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 1.0 | Motile | 3 |
| 55 | Borrelia burgdorferi | Spirochaetaceae | 4.00 | NonEndemic | Nonsevere | LeastSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 3 |
| 28 | Rickettsia conorii (SFG) | Rickettsiaceae | 4.10 | NonEndemic | Nonsevere | MoreSevere | Vector | Bloodstream | Systemic | Nontransmissable | Noeffect | 0.333333 | 1.0 | Motile | 4 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 36 | Staphylococcus aureus | Staphylococcaceae | 0.40 | NonEndemic | Severe | MoreSevere | Ingestion | Gastrointestinal | Systemic | Transmissable | Noeffect | 1.000000 | 1.0 | Motile | 1 |
| 5 | Bacillus cereus | d | 0.30 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 11 | Campylobacter jejuni | Campylobacteraceae | 1.50 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Nonmotile | 1 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 2 |
| 25 | Neisseria meningitidis | Neisseriaceae | 0.72 | Endemic | Severe | Mostsevere | Inahalation | Respiratory | Systemic | Transmissable | Noeffect | 0.000000 | 0.0 | Motile | 2 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 57 | Clostridium difficile | Peptostreptococcaceae | 0.50 | NonEndemic | Severe | Mostsevere | Ingestion | Gastrointestinal | Nonsystemic | Transmissable | Helps | 0.000000 | 0.0 | Nonmotile | 1 |
| 3 | Arcobacter butzleri | Arcobacteraceae | 0.66 | NonEndemic | Nonsevere | LeastSevere | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 0.0 | Nonmotile | 1 |
| 7 | Bordatella pertussis | Alcaligenaceae | 3.80 | Endemic | Nonsevere | MoreSevere | Inahalation | Respiratory | Nonsystemic | Transmissable | Helps | 1.000000 | 1.0 | Motile | 1 |
| 54 | Mycoplasma genitalium | Mycoplasmataceae | 12.00 | Endemic | Nonsevere | LeastSevere | Sexual | Genital | Nonsystemic | Transmissable | Hinders | 0.000000 | 0.0 | Nonmotile | 2 |
| 64 | Nocardia brasiliensis | Nocardiaceae | 3.00 | NonEndemic | Nonsevere | Severe | Direct | Cutaneous | Nonsystemic | Nontransmissable | Noeffect | 0.000000 | 1.0 | Motile | 1 |
| 45 | Yersinia pseudotuberculosis | Enterobacteriaceae | 0.50 | NonEndemic | Nonsevere | Severe | Ingestion | Gastrointestinal | Nonsystemic | Nontransmissable | Noeffect | 1.000000 | 1.0 | Motile | 14 |
#split dataset in features and target variable
feature_cols = ['Family', 'Endemic', 'Sytemic', 'Route','Tissue', 'Transmissibility','Immune_survival','Immune_killing']
X = bact_new_upsampled[feature_cols] # Features
y = bact_new_upsampled.Severity # Target variable
X_encoded = pd.get_dummies(X)
X_encoded
| Immune_survival | Immune_killing | Family_Aeromonadaceae | Family_Alcaligenaceae | Family_Anaplasmataceae | Family_Anaplasmataceae | Family_Arcobacteraceae | Family_Bacillaceae | Family_Bacteroidaceae | Family_Bartonellaceae | Family_Brucellaceae | Family_Burkholderiaceae | Family_Campylobacteraceae | Family_Chlamydiaceae | Family_Clostridiaceae | Family_Corynebacteriaceae | Family_Coxiellaceae | Family_Enterobacteriaceae | Family_Enterococcaceae | Family_Erysiopelotrichaceae | Family_Francisellaceae | Family_Fusobacteriaceae | Family_Helicobacteraceae | Family_Legionellaceae | Family_Leptotrichiaceae | Family_Listeriaceae | Family_Moraxellaceae | Family_Mycobacteriaceae | Family_Mycoplasmataceae | Family_Neisseriaceae | Family_Nocardiaceae | Family_Pasteurellaceae | Family_Peptostreptococcaceae | Family_Pseudomonadaceae | Family_Rickettsiaceae | Family_Spirochaetaceae | Family_Staphylococcaceae | Family_Streptococcaceae | Family_Vibrionaceae | Family_Xanthomonadaceae | Family_d | Endemic_Endemic | Endemic_NonEndemic | Sytemic_Nonsystemic | Sytemic_Systemic | Route_Direct | Route_Direct | Route_Inahalation | Route_Ingestion | Route_Sexual | Route_Vector | Tissue_Bloodstream | Tissue_Bloodstream | Tissue_Cutaneous | Tissue_Gastrointestinal | Tissue_Genital | Tissue_Respiratory | Transmissibility_Nontransmissable | Transmissibility_Transmissable | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 73 | 0.5 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 60 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 21 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 71 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 7 | 1.0 | 1.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 10 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 9 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 59 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 48 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 17 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 52 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 28 | 1.0 | 0.333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 56 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 37 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 30 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 69 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 17 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 37 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 8 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 15 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 20 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 14 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 43 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 3 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 8 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 46 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 18 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 22 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 63 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 21 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 41 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 38 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 48 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 18 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 71 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 30 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 22 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 59 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 20 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 28 | 1.0 | 0.333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 7 | 1.0 | 1.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
# apply on df
y_encoded1 = encoder.fit_transform(y)
y_encoded1
array([0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0,
0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0,
0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0,
1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1,
0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0,
0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0,
0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0,
1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1,
0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0,
1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1,
0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1,
1, 0, 1, 0, 0, 0, 0, 0])
from sklearn.model_selection import train_test_split
# Split dataset into training set and test set
X_train, X_test, y_train, y_test = train_test_split(X_encoded, y_encoded1, test_size=0.33,random_state=21)
from sklearn import svm
SV1 = svm.SVC(probability=True)
# Train Decision Tree Classifer
SV1.fit(X_train, y_train)
SVC(probability=True)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC(probability=True)
pred_y1_sv = SV1.predict(X_test)
pred_y1 = SV1.predict_proba(X_test)[:,1]
# auc scores
from sklearn.metrics import roc_auc_score,classification_report,confusion_matrix
auc_score1 = roc_auc_score(y_test, pred_y1_sv)
auc_score1
0.8826593137254902
cr1 = classification_report(y_test, pred_y1_sv)
print('cr1:',cr1)
cr1: precision recall f1-score support
0 0.90 0.92 0.91 51
1 0.87 0.84 0.86 32
accuracy 0.89 83
macro avg 0.89 0.88 0.88 83
weighted avg 0.89 0.89 0.89 83
cm1 = confusion_matrix(y_test, pred_y1_sv)
recall1 = np.diag(cm1) / np.sum(cm1, axis = 1)
precision1 = np.diag(cm1) / np.sum(cm1, axis = 0)
print('cm1:',cm1,
'precision1:',precision1,
'recall1:', recall1)
cm1: [[47 4] [ 5 27]] precision1: [0.90384615 0.87096774] recall1: [0.92156863 0.84375 ]
from sklearn.ensemble import RandomForestClassifier
RF1 = RandomForestClassifier()
RF1.fit(X_train, y_train)
pred_y2_rf = RF1.predict(X_test)
#Predict the response for test dataset
pred_y2 = RF1.predict_proba(X_test)[:,1]
# auc scores
from sklearn.metrics import roc_auc_score
auc_score2 = roc_auc_score(y_test, pred_y2)
auc_score2
0.9846813725490196
cr2 = classification_report(y_test, pred_y2_rf)
print('cr2:',cr2)
cr2: precision recall f1-score support
0 0.92 0.96 0.94 51
1 0.93 0.88 0.90 32
accuracy 0.93 83
macro avg 0.93 0.92 0.92 83
weighted avg 0.93 0.93 0.93 83
cm2 = confusion_matrix(y_test, pred_y2_rf)
recall2 = np.diag(cm2) / np.sum(cm2, axis = 1)
precision2 = np.diag(cm2) / np.sum(cm2, axis = 0)
print('cm2:',cm2,
'precision2:',precision2,
'recall2:', recall2)
cm2: [[49 2] [ 4 28]] precision2: [0.9245283 0.93333333] recall2: [0.96078431 0.875 ]
from sklearn.linear_model import LogisticRegression
LR1= LogisticRegression()
LR1.fit(X_train,y_train)
pred_y3_lr = LR1.predict(X_test)
#Predict the response for test dataset
pred_y3 = LR1.predict_proba(X_test)[:,1]
# auc scores
from sklearn.metrics import roc_auc_score
auc_score3 = roc_auc_score(y_test, pred_y3)
auc_score3
0.9460784313725489
cr3 = classification_report(y_test, pred_y3_lr)
print('cr3:',cr3)
cr3: precision recall f1-score support
0 0.88 0.90 0.89 51
1 0.84 0.81 0.83 32
accuracy 0.87 83
macro avg 0.86 0.86 0.86 83
weighted avg 0.87 0.87 0.87 83
cm3 = confusion_matrix(y_test, pred_y3_lr)
recall3 = np.diag(cm3) / np.sum(cm3, axis = 1)
precision3 = np.diag(cm3) / np.sum(cm3, axis = 0)
print('cm3:',cm3,
'precision3:',precision3,
'recall3:', recall3)
cm3: [[46 5] [ 6 26]] precision3: [0.88461538 0.83870968] recall3: [0.90196078 0.8125 ]
from sklearn.ensemble import GradientBoostingClassifier
GB1 = GradientBoostingClassifier()
GB1.fit(X_train,y_train)
pred_y4_gb = GB1.predict(X_test)
#Predict the response for test dataset
pred_y4 = GB1.predict_proba(X_test)[:,1]
# auc scores
from sklearn.metrics import roc_auc_score
auc_score4 = roc_auc_score(y_test, pred_y4)
auc_score4
0.9712009803921569
cr4 = classification_report(y_test, pred_y4_gb)
print('cr4:',cr4)
cr4: precision recall f1-score support
0 0.91 0.96 0.93 51
1 0.93 0.84 0.89 32
accuracy 0.92 83
macro avg 0.92 0.90 0.91 83
weighted avg 0.92 0.92 0.91 83
cm4 = confusion_matrix(y_test, pred_y4_gb)
recall4 = np.diag(cm4) / np.sum(cm4, axis = 1)
precision4 = np.diag(cm4) / np.sum(cm4, axis = 0)
print('cm4:',cm4,
'precision4:',precision4,
'recall4:', recall4)
cm4: [[49 2] [ 5 27]] precision4: [0.90740741 0.93103448] recall4: [0.96078431 0.84375 ]
from sklearn import model_selection
# prepare models
models = []
models.append(('SV1', svm.SVC()))
models.append(('RF1', RandomForestClassifier()))
models.append(('LR1', LogisticRegression()))
models.append(('GB1', GradientBoostingClassifier()))
# evaluate each model in turn
results = []
names = []
scoring = 'accuracy'
for name, model in models:
kfold = model_selection.KFold(n_splits=10)
cv_results = model_selection.cross_val_score(model, X_test, y_test, cv=kfold, scoring=scoring)
results.append(cv_results)
names.append(name)
msg = "%s: %f (%f)" % (name, cv_results.mean(), cv_results.std())
print(msg)
# boxplot algorithm comparison
fig = plt.figure()
fig.suptitle('Algorithm Comparison')
ax = fig.add_subplot(111)
plt.boxplot(results)
ax.set_xticklabels(names)
plt.show()
SV1: 0.758333 (0.123009) RF1: 0.818056 (0.115612) LR1: 0.783333 (0.088541) GB1: 0.830556 (0.139000)
from matplotlib import pyplot
from sklearn import metrics
# calculate roc curves
sv_fpr, sv_tpr, _ = metrics.roc_curve(y_test, pred_y1)
rf_fpr, rf_tpr, _ = metrics.roc_curve(y_test, pred_y2)
lr_fpr, lr_tpr, _ = metrics.roc_curve(y_test, pred_y3)
gb_fpr, gb_tpr, _ = metrics.roc_curve(y_test, pred_y4)
# plot the roc curve for the model
pyplot.plot(sv_fpr, sv_tpr, linestyle='--', label='SVM')
pyplot.plot(rf_fpr, rf_tpr, linestyle='--', label='Randomforest')
pyplot.plot(lr_fpr, lr_tpr, linestyle='--', label='Logisticreg')
pyplot.plot(gb_fpr, gb_tpr, linestyle='--', label='Gradientboost')
# axis labels
pyplot.xlabel('False Positive Rate')
pyplot.ylabel('True Positive Rate')
# show the legend
pyplot.legend()
# show the plot
pyplot.show()
feature_scores = pd.Series(RF1.feature_importances_, index=X_train.columns).sort_values(ascending=False)
feature_scores
Immune_killing 0.108458 Sytemic_Nonsystemic 0.066280 Family_Peptostreptococcaceae 0.049520 Sytemic_Systemic 0.045685 Family_Rickettsiaceae 0.043572 Immune_survival 0.040510 Family_Bacteroidaceae 0.036057 Transmissibility_Transmissable 0.034400 Transmissibility_Nontransmissable 0.034318 Endemic_Endemic 0.030348 Endemic_NonEndemic 0.025807 Family_Enterobacteriaceae 0.024874 Route_Sexual 0.022787 Tissue_Gastrointestinal 0.021328 Tissue_Genital 0.020390 Family_Brucellaceae 0.020311 Family_Staphylococcaceae 0.019687 Family_Anaplasmataceae 0.019598 Family_Bacillaceae 0.019513 Family_Burkholderiaceae 0.018446 Route_Ingestion 0.017520 Family_Vibrionaceae 0.016156 Family_Clostridiaceae 0.015865 Route_Direct 0.014814 Tissue_Bloodstream 0.014622 Family_Bartonellaceae 0.014322 Route_Inahalation 0.014301 Family_Pseudomonadaceae 0.014223 Tissue_Respiratory 0.013537 Family_Pasteurellaceae 0.013234 Tissue_Cutaneous 0.012302 Route_Vector 0.012218 Family_Chlamydiaceae 0.011860 Family_Francisellaceae 0.009855 Family_Neisseriaceae 0.009658 Tissue_Bloodstream 0.008313 Family_Legionellaceae 0.008119 Family_Xanthomonadaceae 0.007568 Family_Streptococcaceae 0.007168 Family_Erysiopelotrichaceae 0.007149 Family_Anaplasmataceae 0.006927 Family_Alcaligenaceae 0.006891 Family_Moraxellaceae 0.006858 Family_Spirochaetaceae 0.006622 Family_Corynebacteriaceae 0.006513 Family_Mycobacteriaceae 0.004317 Route_Direct 0.003901 Family_Listeriaceae 0.003728 Family_Leptotrichiaceae 0.002475 Family_Coxiellaceae 0.001459 Family_Mycoplasmataceae 0.001257 Family_Enterococcaceae 0.001228 Family_Campylobacteraceae 0.000669 Family_Arcobacteraceae 0.000653 Family_Nocardiaceae 0.000527 Family_Fusobacteriaceae 0.000485 Family_Aeromonadaceae 0.000435 Family_d 0.000364 Family_Helicobacteraceae 0.000000 dtype: float64
import seaborn as sns
f, ax = plt.subplots(figsize=(20, 20))
ax = sns.barplot(x=feature_scores, y=feature_scores.index, data=bact_new)
ax.set_title("Visualize feature scores of the features")
ax.set_yticklabels(feature_scores.index)
ax.set_xlabel("Feature importance score")
ax.set_ylabel("Features")
fig.tight_layout()
plt.show()
#split dataset in features and target variable
feature_cols2 = [ 'Family','Endemic', 'Sytemic', 'Route','Tissue', 'Transmissibility','Immune_survival','Immune_killing']
X2 = bact_new_upsampled[feature_cols2] # Features
y2 = bact_new_upsampled.Severity_Scale # Target variable
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
# apply on df
y_encoded2 = encoder.fit_transform(y2)
y_encoded2
array([3, 2, 0, 0, 1, 2, 3, 2, 3, 3, 0, 0, 1, 2, 2, 2, 2, 0, 2, 2, 2, 0,
0, 2, 1, 2, 2, 0, 1, 2, 3, 1, 2, 1, 1, 0, 2, 2, 2, 2, 2, 3, 2, 0,
2, 3, 2, 1, 0, 2, 2, 2, 1, 2, 2, 3, 2, 2, 0, 3, 0, 0, 2, 1, 3, 3,
2, 3, 1, 2, 2, 0, 2, 3, 1, 3, 3, 2, 0, 2, 0, 0, 1, 2, 3, 2, 2, 2,
3, 2, 3, 2, 3, 0, 2, 1, 0, 3, 1, 2, 3, 0, 2, 1, 2, 2, 3, 3, 2, 0,
0, 1, 2, 0, 2, 0, 0, 0, 2, 3, 2, 1, 0, 0, 0, 1, 2, 3, 3, 2, 3, 1,
0, 3, 0, 2, 2, 2, 0, 1, 3, 0, 1, 1, 2, 3, 3, 3, 0, 0, 3, 2, 0, 0,
2, 0, 0, 2, 1, 3, 3, 1, 0, 2, 3, 0, 0, 3, 3, 2, 0, 1, 1, 3, 0, 2,
0, 2, 3, 3, 2, 3, 3, 2, 3, 0, 2, 2, 3, 2, 3, 2, 3, 2, 2, 2, 1, 1,
2, 0, 2, 2, 2, 3, 2, 3, 3, 2, 3, 0, 2, 2, 3, 0, 2, 0, 3, 3, 0, 2,
1, 2, 3, 2, 0, 0, 0, 0, 1, 1, 2, 2, 2, 0, 0, 0, 1, 1, 1, 0, 0, 2,
2, 3, 2, 0, 1, 0, 3, 3])
X2_encoded = pd.get_dummies(X2)
X2_encoded
| Immune_survival | Immune_killing | Family_Aeromonadaceae | Family_Alcaligenaceae | Family_Anaplasmataceae | Family_Anaplasmataceae | Family_Arcobacteraceae | Family_Bacillaceae | Family_Bacteroidaceae | Family_Bartonellaceae | Family_Brucellaceae | Family_Burkholderiaceae | Family_Campylobacteraceae | Family_Chlamydiaceae | Family_Clostridiaceae | Family_Corynebacteriaceae | Family_Coxiellaceae | Family_Enterobacteriaceae | Family_Enterococcaceae | Family_Erysiopelotrichaceae | Family_Francisellaceae | Family_Fusobacteriaceae | Family_Helicobacteraceae | Family_Legionellaceae | Family_Leptotrichiaceae | Family_Listeriaceae | Family_Moraxellaceae | Family_Mycobacteriaceae | Family_Mycoplasmataceae | Family_Neisseriaceae | Family_Nocardiaceae | Family_Pasteurellaceae | Family_Peptostreptococcaceae | Family_Pseudomonadaceae | Family_Rickettsiaceae | Family_Spirochaetaceae | Family_Staphylococcaceae | Family_Streptococcaceae | Family_Vibrionaceae | Family_Xanthomonadaceae | Family_d | Endemic_Endemic | Endemic_NonEndemic | Sytemic_Nonsystemic | Sytemic_Systemic | Route_Direct | Route_Direct | Route_Inahalation | Route_Ingestion | Route_Sexual | Route_Vector | Tissue_Bloodstream | Tissue_Bloodstream | Tissue_Cutaneous | Tissue_Gastrointestinal | Tissue_Genital | Tissue_Respiratory | Transmissibility_Nontransmissable | Transmissibility_Transmissable | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 73 | 0.5 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 60 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 21 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 71 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 7 | 1.0 | 1.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 10 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 9 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 59 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 48 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 51 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 17 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 52 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 28 | 1.0 | 0.333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 56 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 37 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 30 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 69 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 17 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 42 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 37 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 62 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 8 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 49 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 15 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 13 | 0.0 | 0.500000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 20 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 44 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 66 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 14 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 43 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 3 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 8 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 46 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 32 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 18 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 22 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 75 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 12 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 40 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 68 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 63 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 26 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 67 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 76 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 21 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 41 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 65 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 38 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 29 | 1.0 | 0.666667 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 74 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 48 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 18 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 71 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 2 | 1.0 | 0.000000 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 31 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 39 | 0.5 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 47 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 23 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 72 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 19 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 61 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 58 | 1.0 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 30 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 27 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 22 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 59 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 24 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 35 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 20 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 70 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 6 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 34 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 33 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 50 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 55 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 28 | 1.0 | 0.333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 36 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 5 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 11 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 25 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 57 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 3 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 7 | 1.0 | 1.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 54 | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 64 | 1.0 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 |
| 45 | 1.0 | 1.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
from sklearn.model_selection import train_test_split
# Split dataset into training set and test set
X_train2, X_test2, y_train2, y_test2 = train_test_split(X2_encoded, y2, test_size=0.33, random_state=21)
from sklearn import svm
SV2 = svm.SVC(probability=True)
# Train Decision Tree Classifer
SV2.fit(X_train2, y_train2)
SVC(probability=True)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC(probability=True)
pred_y1_sv1 = SV2.predict(X_test2)
#Predict the response for test dataset
y_pred_proba1=SV2.predict_proba(X_test2)
#roc_auc
auc_score_1= roc_auc_score(y_test2, y_pred_proba1,multi_class='ovr')
auc_score_1
0.9502962342121183
cr5 = classification_report(y_test2, pred_y1_sv1)
print('cr5:',cr5)
cr5: precision recall f1-score support
LeastSevere 0.83 0.79 0.81 19
MoreSevere 1.00 0.17 0.29 12
Mostsevere 0.72 0.91 0.81 32
Severe 0.87 1.00 0.93 20
accuracy 0.80 83
macro avg 0.86 0.72 0.71 83
weighted avg 0.82 0.80 0.76 83
cm5 = confusion_matrix(y_test2, pred_y1_sv1)
recall5 = np.diag(cm5) / np.sum(cm5)
precision5 = np.diag(cm5) / np.sum(cm5)
print('cm5:',cm5,
'precision5:',precision5,
'recall5:', recall5)
cm5: [[15 0 4 0] [ 0 2 7 3] [ 3 0 29 0] [ 0 0 0 20]] precision5: [0.18072289 0.02409639 0.34939759 0.24096386] recall5: [0.18072289 0.02409639 0.34939759 0.24096386]
RF2 = RandomForestClassifier()
RF2.fit(X_train2, y_train2)
pred_y2_rf1 = RF2.predict(X_test)
#Predict the response for test dataset
y_pred_proba2=RF2.predict_proba(X_test2)
#roc_auc
auc_score_2 = roc_auc_score(y_test2, y_pred_proba2,multi_class='ovr')
auc_score_2
0.9838016018583119
cr6 = classification_report(y_test2, pred_y2_rf1)
print('cr6:',cr6)
cr6: precision recall f1-score support
LeastSevere 0.77 0.89 0.83 19
MoreSevere 1.00 0.75 0.86 12
Mostsevere 0.88 0.88 0.88 32
Severe 1.00 1.00 1.00 20
accuracy 0.89 83
macro avg 0.91 0.88 0.89 83
weighted avg 0.90 0.89 0.89 83
cm6 = confusion_matrix(y_test2, pred_y2_rf1)
recall6 = np.diag(cm6) / np.sum(cm6)
precision6 = np.diag(cm6) / np.sum(cm6)
print('cm6:',cm6,
'precision6:',precision6,
'recall6:', recall6)
cm6: [[17 0 2 0] [ 1 9 2 0] [ 4 0 28 0] [ 0 0 0 20]] precision6: [0.20481928 0.10843373 0.3373494 0.24096386] recall6: [0.20481928 0.10843373 0.3373494 0.24096386]
from sklearn.linear_model import LogisticRegression
LR2= LogisticRegression()
LR2.fit(X_train2,y_train2)
pred_y3_lr1 = LR2.predict(X_test2)
#Predict the response for test dataset
y_pred_proba3=LR2.predict_proba(X_test2)
#roc_auc
auc_score_3 = roc_auc_score(y_test2, y_pred_proba3,multi_class='ovr')
auc_score_3
0.9077039101871289
cr7 = classification_report(y_test2, pred_y3_lr1)
print('cr7:',cr7)
cr7: precision recall f1-score support
LeastSevere 0.79 0.79 0.79 19
MoreSevere 0.86 0.50 0.63 12
Mostsevere 0.79 0.84 0.82 32
Severe 0.87 1.00 0.93 20
accuracy 0.82 83
macro avg 0.83 0.78 0.79 83
weighted avg 0.82 0.82 0.81 83
cm7 = confusion_matrix(y_test2, pred_y3_lr1)
recall7 = np.diag(cm7) / np.sum(cm7)
precision7 = np.diag(cm7) / np.sum(cm7)
print('cm7:',cm7,
'precision7:',precision7,
'recall7:', recall7)
cm7: [[15 0 4 0] [ 0 6 3 3] [ 4 1 27 0] [ 0 0 0 20]] precision7: [0.18072289 0.07228916 0.3253012 0.24096386] recall7: [0.18072289 0.07228916 0.3253012 0.24096386]
from sklearn.ensemble import GradientBoostingClassifier
GB2 = GradientBoostingClassifier()
GB2.fit(X_train2,y_train2)
pred_y4_gb1 = GB2.predict(X_test2)
#Predict the response for test dataset
y_pred_proba4 = GB2.predict_proba(X_test2)
# auc scores
from sklearn.metrics import roc_auc_score
auc_score_4 = roc_auc_score(y_test2, y_pred_proba4,multi_class='ovr')
auc_score_4
0.9530207636860032
cr8 = classification_report(y_test2, pred_y4_gb1)
print('cr8:',cr8)
cr8: precision recall f1-score support
LeastSevere 0.81 0.89 0.85 19
MoreSevere 1.00 0.75 0.86 12
Mostsevere 0.88 0.88 0.88 32
Severe 0.95 1.00 0.98 20
accuracy 0.89 83
macro avg 0.91 0.88 0.89 83
weighted avg 0.90 0.89 0.89 83
cm8 = confusion_matrix(y_test2, pred_y4_gb1)
recall8 = np.diag(cm8) / np.sum(cm8)
precision8 = np.diag(cm8) / np.sum(cm8)
print('cm8:',cm8,
'precision8:',precision8,
'recall8:', recall8)
cm8: [[17 0 2 0] [ 0 9 2 1] [ 4 0 28 0] [ 0 0 0 20]] precision8: [0.20481928 0.10843373 0.3373494 0.24096386] recall8: [0.20481928 0.10843373 0.3373494 0.24096386]
from sklearn import model_selection
# prepare models
models = []
models.append(('SV2', svm.SVC()))
models.append(('RF2', RandomForestClassifier()))
models.append(('LR2', LogisticRegression()))
models.append(('GB2', GradientBoostingClassifier()))
# evaluate each model in turn
results = []
names = []
scoring = 'accuracy'
for name, model in models:
kfold = model_selection.KFold(n_splits=10)
cv_results = model_selection.cross_val_score(model, X_test2, y_test2, cv=kfold, scoring=scoring)
results.append(cv_results)
names.append(name)
msg = "%s: %f (%f)" % (name, cv_results.mean(), cv_results.std())
print(msg)
# boxplot algorithm comparison
fig = plt.figure()
fig.suptitle('Algorithm Comparison')
ax = fig.add_subplot(111)
plt.boxplot(results)
ax.set_xticklabels(names)
plt.show()
SV2: 0.661111 (0.104896) RF2: 0.769444 (0.116402) LR2: 0.709722 (0.079894) GB2: 0.769444 (0.116402)
feature_scores = pd.Series(RF2.feature_importances_, index=X_train.columns).sort_values(ascending=False)
feature_scores
Immune_killing 0.070458 Immune_survival 0.050312 Route_Sexual 0.041622 Sytemic_Systemic 0.037137 Family_Enterobacteriaceae 0.035627 Transmissibility_Transmissable 0.032418 Sytemic_Nonsystemic 0.032241 Family_Anaplasmataceae 0.031592 Tissue_Genital 0.029909 Endemic_Endemic 0.029725 Endemic_NonEndemic 0.028608 Family_Peptostreptococcaceae 0.027966 Transmissibility_Nontransmissable 0.027614 Tissue_Respiratory 0.024711 Route_Ingestion 0.024112 Family_Brucellaceae 0.023955 Family_Staphylococcaceae 0.021438 Family_Rickettsiaceae 0.020525 Route_Inahalation 0.020036 Family_Clostridiaceae 0.018503 Tissue_Cutaneous 0.017923 Family_Chlamydiaceae 0.017749 Family_Erysiopelotrichaceae 0.017565 Tissue_Gastrointestinal 0.017322 Family_Bacteroidaceae 0.017123 Tissue_Bloodstream 0.015716 Family_Francisellaceae 0.015146 Route_Vector 0.014902 Family_Aeromonadaceae 0.014646 Family_Spirochaetaceae 0.013629 Tissue_Bloodstream 0.013200 Family_Pseudomonadaceae 0.013015 Family_Pasteurellaceae 0.012752 Family_Bacillaceae 0.012428 Route_Direct 0.011787 Family_Bartonellaceae 0.011041 Family_Vibrionaceae 0.010594 Family_Enterococcaceae 0.010384 Family_Anaplasmataceae 0.010380 Family_Mycobacteriaceae 0.009877 Family_Arcobacteraceae 0.009817 Family_Moraxellaceae 0.009312 Family_Xanthomonadaceae 0.009030 Route_Direct 0.008591 Family_Burkholderiaceae 0.007978 Family_Campylobacteraceae 0.007137 Family_Alcaligenaceae 0.005792 Family_Mycoplasmataceae 0.005666 Family_Neisseriaceae 0.004331 Family_Nocardiaceae 0.004078 Family_Streptococcaceae 0.003414 Family_Corynebacteriaceae 0.003301 Family_Fusobacteriaceae 0.003220 Family_Listeriaceae 0.003134 Family_Coxiellaceae 0.002960 Family_d 0.002894 Family_Legionellaceae 0.002248 Family_Leptotrichiaceae 0.001405 Family_Helicobacteraceae 0.000000 dtype: float64
import seaborn as sns
f, ax = plt.subplots(figsize=(20, 20))
ax = sns.barplot(x=feature_scores, y=feature_scores.index, data=bact_new)
ax.set_title("Visualize feature scores of the features")
ax.set_yticklabels(feature_scores.index)
ax.set_xlabel("Feature importance score")
ax.set_ylabel("Features")
plt.show()
num=1
test_sample=X_test.iloc[num,:]
import lime
from lime import lime_tabular
explainer1 = lime_tabular.LimeTabularExplainer(
training_data=np.array(X_train),
feature_names=X_train.columns.values,
class_names=['Nonsevere', 'Severe'],
mode='classification',
verbose=True,
random_state=21)
exp1 = explainer1.explain_instance(
data_row=test_sample,
predict_fn=RF1.predict_proba,num_features=20)
Intercept 1.1090296471834078 Prediction_local [0.40455556] Right: 0.34875824175824177
C:\Users\KANMANIVISHWAA\anaconda3\lib\site-packages\sklearn\base.py:450: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names warnings.warn(
plt=exp1.as_pyplot_figure()
plt.tight_layout()
exp1.show_in_notebook(show_table=True, show_all=False)
import shap
explainer=shap.TreeExplainer(RF1)
shap_values=explainer.shap_values(X_test)
shap.initjs()
shap.force_plot(explainer.expected_value[1],shap_values[1][0,:],test_sample)
shap.initjs()
shap.force_plot(explainer.expected_value[1],shap_values[1],X_test)
shap.summary_plot(shap_values[1],X_test)
num>1
test_sample_2=X_test.iloc[num,:]
import lime
from lime import lime_tabular
explainer2 = lime_tabular.LimeTabularExplainer(
training_data=np.array(X_train2),
feature_names=X_train2.columns.values,
class_names=['Leastsevere','Severe', 'Moresevere','Mostsevere'],
mode='classification',
verbose=True,
random_state=21)
exp2 = explainer2.explain_instance(
data_row=test_sample_2,
predict_fn=RF2.predict_proba,num_features=20,top_labels=4)
Intercept 0.6030929032937256 Prediction_local [0.04102163] Right: 0.0 Intercept 0.9372817310515783 Prediction_local [0.13922757] Right: 0.004 Intercept 0.1215473549308494 Prediction_local [0.54083382] Right: 0.276 Intercept 0.5546150172295405 Prediction_local [0.34578499] Right: 0.72
X does not have valid feature names, but RandomForestClassifier was fitted with feature names
plt=exp2.as_pyplot_figure()
exp2.show_in_notebook(show_table=True, show_all=False)
import shap
explainer_2=shap.KernelExplainer(RF2.predict_proba,X_train2)
Rf2_shap_values=explainer.shap_values(X_test2)
X does not have valid feature names, but RandomForestClassifier was fitted with feature names Using 167 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.
shap.initjs()
shap.force_plot(explainer_2.expected_value[1],Rf2_shap_values[1][0,:],test_sample)
shap.initjs()
shap.force_plot(explainer_2.expected_value[1],Rf2_shap_values[1],X_test)